What key risk factors do underwriters look at when determining small business auto insurance rates this quarter?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What key risk factors do underwriters look at when determining small business auto insurance rates this quarter?
2 real searches · 1 real-search pass
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
2026 commercial auto insurance underwriting factors small business rates loss trends fleet driver claims mileage vehicle use Google ↗
commercial auto insurance underwriting guidelines small business driver vehicle radius mileage claims history insurer Google ↗
- Logistics, Transportation & Relocation - 2026 Market Trends Report · insights.bbrown.com
- 2026 Casualty State of the Market at a Glance · crcgroup.com
- How Underwriters Evaluate Fleet Telematics Data · safetytrack.com
- Transportation Rate Guide · hubinternational.com
- Why Commercial · amwins.com
- Commercial Auto Insurance for Businesses · alpinsurance.com
- Commercial Auto Quote Preparation Checklist · cox-insurance.com
- Business Fleet Auto Insurance · cox-insurance.com
- Commercial Auto Insurance Underwriting Explained · fhia.net
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 commercial auto insurance underwriting factors small business rates loss trends fleet driver claims mileage vehicle use OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
commercial auto insurance underwriting guidelines small business driver vehicle radius mileage claims history insurer OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 |